Overview
Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 15000 |
| Missing cells | 9643 |
| Missing cells (%) | 4.6% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 4.6 MiB |
| Average record size in memory | 323.2 B |
Variable types
| Numeric | 9 |
|---|---|
| DateTime | 1 |
| Boolean | 1 |
| Categorical | 2 |
| Text | 1 |
oxygen_saturation has 763 (5.1%) missing values | Missing |
heart_rate has 733 (4.9%) missing values | Missing |
temperature has 773 (5.2%) missing values | Missing |
systolic_bp has 721 (4.8%) missing values | Missing |
diastolic_bp has 738 (4.9%) missing values | Missing |
weight has 741 (4.9%) missing values | Missing |
blood_glucose has 752 (5.0%) missing values | Missing |
fatigue_level has 4422 (29.5%) missing values | Missing |
patient_id is uniformly distributed | Uniform |
pain_level has 1387 (9.2%) zeros | Zeros |
Reproduction
| Analysis started | 2025-12-09 10:25:19.138109 |
|---|---|
| Analysis finished | 2025-12-09 10:25:37.227704 |
| Duration | 18.09 seconds |
| Software version | ydata-profiling vv4.18.0 |
| Download configuration | config.json |
Variables
patient_id
Real number (ℝ)
Uniform
| Distinct | 500 |
|---|---|
| Distinct (%) | 3.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 250.5 |
| Minimum | 1 |
|---|---|
| Maximum | 500 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 117.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 25.95 |
| Q1 | 125.75 |
| median | 250.5 |
| Q3 | 375.25 |
| 95-th percentile | 475.05 |
| Maximum | 500 |
| Range | 499 |
| Interquartile range (IQR) | 249.5 |
Descriptive statistics
| Standard deviation | 144.34209 |
|---|---|
| Coefficient of variation (CV) | 0.57621593 |
| Kurtosis | -1.2000096 |
| Mean | 250.5 |
| Median Absolute Deviation (MAD) | 125 |
| Skewness | 0 |
| Sum | 3757500 |
| Variance | 20834.639 |
| Monotonicity | Increasing |
| Value | Count | Frequency (%) |
| 500 | 30 | 0.2% |
| 1 | 30 | 0.2% |
| 2 | 30 | 0.2% |
| 3 | 30 | 0.2% |
| 4 | 30 | 0.2% |
| 5 | 30 | 0.2% |
| 6 | 30 | 0.2% |
| 7 | 30 | 0.2% |
| 8 | 30 | 0.2% |
| 9 | 30 | 0.2% |
| Other values (490) | 14700 |
| Value | Count | Frequency (%) |
| 1 | 30 | |
| 2 | 30 | |
| 3 | 30 | |
| 4 | 30 | |
| 5 | 30 | |
| 6 | 30 | |
| 7 | 30 | |
| 8 | 30 | |
| 9 | 30 | |
| 10 | 30 |
| Value | Count | Frequency (%) |
| 500 | 30 | |
| 499 | 30 | |
| 498 | 30 | |
| 497 | 30 | |
| 496 | 30 | |
| 495 | 30 | |
| 494 | 30 | |
| 493 | 30 | |
| 492 | 30 | |
| 491 | 30 |
timestamp
Date
| Distinct | 150 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 117.3 KiB |
| Minimum | 2024-03-01 06:00:00 |
|---|---|
| Maximum | 2024-03-30 10:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
oxygen_saturation
Real number (ℝ)
Missing
| Distinct | 109 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 763 |
| Missing (%) | 5.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 97.0131 |
| Minimum | 91.4 |
|---|---|
| Maximum | 102.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 117.3 KiB |
Quantile statistics
| Minimum | 91.4 |
|---|---|
| 5-th percentile | 94.5 |
| Q1 | 96 |
| median | 97 |
| Q3 | 98 |
| 95-th percentile | 99.5 |
| Maximum | 102.3 |
| Range | 10.9 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.5008326 |
|---|---|
| Coefficient of variation (CV) | 0.015470411 |
| Kurtosis | -0.051288055 |
| Mean | 97.0131 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.02483131 |
| Sum | 1381175.5 |
| Variance | 2.2524984 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 96.7 | 403 | 2.7% |
| 96.9 | 386 | 2.6% |
| 96.5 | 384 | 2.6% |
| 97.5 | 382 | 2.5% |
| 96.6 | 382 | 2.5% |
| 97 | 373 | 2.5% |
| 97.2 | 370 | 2.5% |
| 97.4 | 367 | 2.4% |
| 96.8 | 365 | 2.4% |
| 97.7 | 361 | 2.4% |
| Other values (99) | 10464 | |
| (Missing) | 763 | 5.1% |
| Value | Count | Frequency (%) |
| 91.4 | 1 | |
| 91.5 | 1 | |
| 91.6 | 1 | |
| 91.8 | 1 | |
| 91.9 | 1 | |
| 92 | 2 | |
| 92.1 | 1 | |
| 92.2 | 2 | |
| 92.3 | 2 | |
| 92.4 | 2 |
| Value | Count | Frequency (%) |
| 102.3 | 1 | < 0.1% |
| 102.2 | 1 | < 0.1% |
| 102.1 | 2 | |
| 102 | 2 | |
| 101.9 | 2 | |
| 101.8 | 2 | |
| 101.7 | 1 | < 0.1% |
| 101.6 | 1 | < 0.1% |
| 101.5 | 4 | |
| 101.4 | 1 | < 0.1% |
heart_rate
Real number (ℝ)
Missing
| Distinct | 74 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 733 |
| Missing (%) | 4.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 74.4577 |
| Minimum | 37 |
|---|---|
| Maximum | 113 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 117.3 KiB |
Quantile statistics
| Minimum | 37 |
|---|---|
| 5-th percentile | 58 |
| Q1 | 68 |
| median | 74 |
| Q3 | 81 |
| 95-th percentile | 91 |
| Maximum | 113 |
| Range | 76 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 9.9459257 |
|---|---|
| Coefficient of variation (CV) | 0.1335782 |
| Kurtosis | -0.030765152 |
| Mean | 74.4577 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.023805072 |
| Sum | 1062288 |
| Variance | 98.921437 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 73 | 586 | 3.9% |
| 76 | 581 | 3.9% |
| 74 | 562 | 3.7% |
| 71 | 559 | 3.7% |
| 75 | 554 | 3.7% |
| 78 | 549 | 3.7% |
| 72 | 540 | 3.6% |
| 69 | 519 | 3.5% |
| 79 | 514 | 3.4% |
| 80 | 496 | 3.3% |
| Other values (64) | 8807 | |
| (Missing) | 733 | 4.9% |
| Value | Count | Frequency (%) |
| 37 | 1 | < 0.1% |
| 40 | 1 | < 0.1% |
| 41 | 6 | < 0.1% |
| 42 | 1 | < 0.1% |
| 43 | 3 | < 0.1% |
| 44 | 4 | < 0.1% |
| 45 | 2 | < 0.1% |
| 46 | 9 | |
| 47 | 13 | |
| 48 | 19 |
| Value | Count | Frequency (%) |
| 113 | 1 | < 0.1% |
| 112 | 1 | < 0.1% |
| 110 | 1 | < 0.1% |
| 109 | 1 | < 0.1% |
| 108 | 2 | < 0.1% |
| 107 | 5 | |
| 106 | 4 | |
| 105 | 7 | |
| 104 | 4 | |
| 103 | 8 |
temperature
Real number (ℝ)
Missing
| Distinct | 32 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 773 |
| Missing (%) | 5.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.800872 |
| Minimum | 35 |
|---|---|
| Maximum | 38.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 117.3 KiB |
Quantile statistics
| Minimum | 35 |
|---|---|
| 5-th percentile | 36.1 |
| Q1 | 36.5 |
| median | 36.8 |
| Q3 | 37.1 |
| 95-th percentile | 37.5 |
| Maximum | 38.3 |
| Range | 3.3 |
| Interquartile range (IQR) | 0.6 |
Descriptive statistics
| Standard deviation | 0.40456842 |
|---|---|
| Coefficient of variation (CV) | 0.010993447 |
| Kurtosis | 0.025269245 |
| Mean | 36.800872 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | -0.006536166 |
| Sum | 523566 |
| Variance | 0.16367561 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 36.8 | 1450 | |
| 36.9 | 1361 | |
| 36.7 | 1361 | |
| 36.6 | 1271 | |
| 37 | 1237 | 8.2% |
| 36.5 | 1037 | 6.9% |
| 37.1 | 1034 | 6.9% |
| 36.4 | 854 | 5.7% |
| 37.2 | 820 | 5.5% |
| 37.3 | 696 | 4.6% |
| Other values (22) | 3106 | |
| (Missing) | 773 | 5.2% |
| Value | Count | Frequency (%) |
| 35 | 1 | < 0.1% |
| 35.3 | 3 | < 0.1% |
| 35.4 | 3 | < 0.1% |
| 35.5 | 5 | < 0.1% |
| 35.6 | 28 | 0.2% |
| 35.7 | 31 | 0.2% |
| 35.8 | 59 | 0.4% |
| 35.9 | 116 | |
| 36 | 216 | |
| 36.1 | 286 |
| Value | Count | Frequency (%) |
| 38.3 | 2 | < 0.1% |
| 38.2 | 7 | < 0.1% |
| 38.1 | 5 | < 0.1% |
| 38 | 10 | 0.1% |
| 37.9 | 43 | 0.3% |
| 37.8 | 64 | 0.4% |
| 37.7 | 110 | 0.7% |
| 37.6 | 219 | |
| 37.5 | 315 | |
| 37.4 | 462 |
systolic_bp
Real number (ℝ)
Missing
| Distinct | 74 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 721 |
| Missing (%) | 4.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 119.4723 |
| Minimum | 79 |
|---|---|
| Maximum | 159 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 117.3 KiB |
Quantile statistics
| Minimum | 79 |
|---|---|
| 5-th percentile | 103 |
| Q1 | 113 |
| median | 120 |
| Q3 | 126 |
| 95-th percentile | 136 |
| Maximum | 159 |
| Range | 80 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 9.9805273 |
|---|---|
| Coefficient of variation (CV) | 0.08353842 |
| Kurtosis | -0.027694477 |
| Mean | 119.4723 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | -0.010595503 |
| Sum | 1705945 |
| Variance | 99.610926 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 120 | 616 | 4.1% |
| 118 | 577 | 3.8% |
| 121 | 577 | 3.8% |
| 119 | 557 | 3.7% |
| 122 | 543 | 3.6% |
| 117 | 542 | 3.6% |
| 123 | 520 | 3.5% |
| 126 | 508 | 3.4% |
| 115 | 503 | 3.4% |
| 116 | 493 | 3.3% |
| Other values (64) | 8843 | |
| (Missing) | 721 | 4.8% |
| Value | Count | Frequency (%) |
| 79 | 1 | < 0.1% |
| 83 | 2 | < 0.1% |
| 84 | 1 | < 0.1% |
| 85 | 3 | < 0.1% |
| 86 | 2 | < 0.1% |
| 87 | 4 | |
| 88 | 4 | |
| 89 | 4 | |
| 90 | 5 | |
| 91 | 8 |
| Value | Count | Frequency (%) |
| 159 | 1 | < 0.1% |
| 156 | 2 | < 0.1% |
| 155 | 1 | < 0.1% |
| 152 | 3 | < 0.1% |
| 151 | 1 | < 0.1% |
| 150 | 3 | < 0.1% |
| 149 | 11 | |
| 148 | 17 | |
| 147 | 9 | |
| 146 | 18 |
diastolic_bp
Real number (ℝ)
Missing
| Distinct | 53 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 738 |
| Missing (%) | 4.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 79.430865 |
| Minimum | 51 |
|---|---|
| Maximum | 106 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 117.3 KiB |
Quantile statistics
| Minimum | 51 |
|---|---|
| 5-th percentile | 68 |
| Q1 | 75 |
| median | 79 |
| Q3 | 84 |
| 95-th percentile | 91 |
| Maximum | 106 |
| Range | 55 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 6.9814249 |
|---|---|
| Coefficient of variation (CV) | 0.087893099 |
| Kurtosis | -0.00078949521 |
| Mean | 79.430865 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | -0.015270821 |
| Sum | 1132843 |
| Variance | 48.740294 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 78 | 814 | 5.4% |
| 79 | 812 | 5.4% |
| 81 | 797 | 5.3% |
| 80 | 792 | 5.3% |
| 77 | 768 | 5.1% |
| 82 | 740 | 4.9% |
| 83 | 729 | 4.9% |
| 76 | 721 | 4.8% |
| 84 | 657 | 4.4% |
| 75 | 655 | 4.4% |
| Other values (43) | 6777 | |
| (Missing) | 738 | 4.9% |
| Value | Count | Frequency (%) |
| 51 | 1 | < 0.1% |
| 55 | 5 | < 0.1% |
| 56 | 3 | < 0.1% |
| 57 | 3 | < 0.1% |
| 58 | 8 | 0.1% |
| 59 | 10 | 0.1% |
| 60 | 19 | 0.1% |
| 61 | 22 | 0.1% |
| 62 | 39 | |
| 63 | 55 |
| Value | Count | Frequency (%) |
| 106 | 1 | < 0.1% |
| 105 | 2 | < 0.1% |
| 104 | 3 | < 0.1% |
| 103 | 1 | < 0.1% |
| 102 | 6 | < 0.1% |
| 101 | 2 | < 0.1% |
| 100 | 8 | 0.1% |
| 99 | 24 | |
| 98 | 30 | |
| 97 | 31 |
weight
Real number (ℝ)
Missing
| Distinct | 862 |
|---|---|
| Distinct (%) | 6.0% |
| Missing | 741 |
| Missing (%) | 4.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 69.954779 |
| Minimum | 12 |
|---|---|
| Maximum | 122.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 117.3 KiB |
Quantile statistics
| Minimum | 12 |
|---|---|
| 5-th percentile | 45.5 |
| Q1 | 59.9 |
| median | 70 |
| Q3 | 80 |
| 95-th percentile | 94.6 |
| Maximum | 122.8 |
| Range | 110.8 |
| Interquartile range (IQR) | 20.1 |
Descriptive statistics
| Standard deviation | 14.941255 |
|---|---|
| Coefficient of variation (CV) | 0.21358448 |
| Kurtosis | 0.0015045347 |
| Mean | 69.954779 |
| Median Absolute Deviation (MAD) | 10.1 |
| Skewness | -0.0084199199 |
| Sum | 997485.2 |
| Variance | 223.2411 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 77.2 | 54 | 0.4% |
| 75.4 | 51 | 0.3% |
| 74.1 | 50 | 0.3% |
| 67.4 | 49 | 0.3% |
| 66 | 48 | 0.3% |
| 71.3 | 48 | 0.3% |
| 72.9 | 47 | 0.3% |
| 77.4 | 47 | 0.3% |
| 67 | 46 | 0.3% |
| 75.3 | 46 | 0.3% |
| Other values (852) | 13773 | |
| (Missing) | 741 | 4.9% |
| Value | Count | Frequency (%) |
| 12 | 1 | |
| 12.4 | 1 | |
| 14.1 | 1 | |
| 15.7 | 2 | |
| 17.4 | 1 | |
| 18.1 | 1 | |
| 18.4 | 1 | |
| 18.7 | 1 | |
| 18.8 | 1 | |
| 19.3 | 1 |
| Value | Count | Frequency (%) |
| 122.8 | 1 | |
| 122.4 | 1 | |
| 122 | 1 | |
| 120 | 1 | |
| 119.7 | 1 | |
| 119.4 | 1 | |
| 118.5 | 1 | |
| 117.3 | 1 | |
| 116.8 | 1 | |
| 116.7 | 1 |
blood_glucose
Real number (ℝ)
Missing
| Distinct | 137 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 752 |
| Missing (%) | 5.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 99.563237 |
| Minimum | 12 |
|---|---|
| Maximum | 173 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 117.3 KiB |
Quantile statistics
| Minimum | 12 |
|---|---|
| 5-th percentile | 67 |
| Q1 | 86 |
| median | 100 |
| Q3 | 113 |
| 95-th percentile | 132 |
| Maximum | 173 |
| Range | 161 |
| Interquartile range (IQR) | 27 |
Descriptive statistics
| Standard deviation | 19.865468 |
|---|---|
| Coefficient of variation (CV) | 0.19952614 |
| Kurtosis | -0.014208108 |
| Mean | 99.563237 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.054399417 |
| Sum | 1418577 |
| Variance | 394.63684 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 103 | 305 | 2.0% |
| 102 | 297 | 2.0% |
| 95 | 296 | 2.0% |
| 101 | 295 | 2.0% |
| 100 | 292 | 1.9% |
| 104 | 286 | 1.9% |
| 106 | 285 | 1.9% |
| 99 | 281 | 1.9% |
| 97 | 279 | 1.9% |
| 94 | 277 | 1.8% |
| Other values (127) | 11355 | |
| (Missing) | 752 | 5.0% |
| Value | Count | Frequency (%) |
| 12 | 1 | < 0.1% |
| 26 | 2 | < 0.1% |
| 28 | 1 | < 0.1% |
| 30 | 2 | < 0.1% |
| 32 | 2 | < 0.1% |
| 33 | 3 | |
| 34 | 1 | < 0.1% |
| 35 | 1 | < 0.1% |
| 36 | 3 | |
| 37 | 6 |
| Value | Count | Frequency (%) |
| 173 | 1 | < 0.1% |
| 172 | 1 | < 0.1% |
| 163 | 1 | < 0.1% |
| 161 | 2 | < 0.1% |
| 160 | 2 | < 0.1% |
| 159 | 1 | < 0.1% |
| 158 | 1 | < 0.1% |
| 157 | 5 | |
| 156 | 7 | |
| 155 | 9 |
pain_level
Real number (ℝ)
Zeros
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.9926 |
| Minimum | 0 |
|---|---|
| Maximum | 10 |
| Zeros | 1387 |
| Zeros (%) | 9.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 117.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 5 |
| Q3 | 8 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.1707857 |
|---|---|
| Coefficient of variation (CV) | 0.63509709 |
| Kurtosis | -1.2229191 |
| Mean | 4.9926 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.00335657 |
| Sum | 74889 |
| Variance | 10.053882 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1387 | |
| 10 | 1383 | |
| 7 | 1380 | |
| 4 | 1379 | |
| 1 | 1377 | |
| 5 | 1371 | |
| 3 | 1364 | |
| 8 | 1357 | |
| 9 | 1349 | |
| 2 | 1339 |
| Value | Count | Frequency (%) |
| 0 | 1387 | |
| 1 | 1377 | |
| 2 | 1339 | |
| 3 | 1364 | |
| 4 | 1379 | |
| 5 | 1371 | |
| 6 | 1314 | |
| 7 | 1380 | |
| 8 | 1357 | |
| 9 | 1349 |
| Value | Count | Frequency (%) |
| 10 | 1383 | |
| 9 | 1349 | |
| 8 | 1357 | |
| 7 | 1380 | |
| 6 | 1314 | |
| 5 | 1371 | |
| 4 | 1379 | |
| 3 | 1364 | |
| 2 | 1339 | |
| 1 | 1377 |
| Value | Count | Frequency (%) |
| False | 12019 | |
| True | 2981 | 19.9% |
fatigue_level
Categorical
Missing
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 4422 |
| Missing (%) | 29.5% |
| Memory size | 804.1 KiB |
| Mild | |
|---|---|
| Moderate | |
| Severe |
Length
| Max length | 8 |
|---|---|
| Median length | 4 |
| Mean length | 5.4210626 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Severe |
|---|---|
| 2nd row | Severe |
| 3rd row | Mild |
| 4th row | Moderate |
| 5th row | Moderate |
Common Values
| Value | Count | Frequency (%) |
| Mild | 6062 | |
| Moderate | 3000 | |
| Severe | 1516 | 10.1% |
| (Missing) | 4422 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| mild | 6062 | |
| moderate | 3000 | |
| severe | 1516 | 14.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 10548 | |
| d | 9062 | |
| M | 9062 | |
| l | 6062 | |
| i | 6062 | |
| r | 4516 | |
| o | 3000 | 5.2% |
| a | 3000 | 5.2% |
| t | 3000 | 5.2% |
| S | 1516 | 2.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 57344 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 10548 | |
| d | 9062 | |
| M | 9062 | |
| l | 6062 | |
| i | 6062 | |
| r | 4516 | |
| o | 3000 | 5.2% |
| a | 3000 | 5.2% |
| t | 3000 | 5.2% |
| S | 1516 | 2.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 57344 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 10548 | |
| d | 9062 | |
| M | 9062 | |
| l | 6062 | |
| i | 6062 | |
| r | 4516 | |
| o | 3000 | 5.2% |
| a | 3000 | 5.2% |
| t | 3000 | 5.2% |
| S | 1516 | 2.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 57344 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 10548 | |
| d | 9062 | |
| M | 9062 | |
| l | 6062 | |
| i | 6062 | |
| r | 4516 | |
| o | 3000 | 5.2% |
| a | 3000 | 5.2% |
| t | 3000 | 5.2% |
| S | 1516 | 2.6% |
sleep_quality
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 790.7 KiB |
| Good | |
|---|---|
| Fair | |
| Excellent | |
| Poor |
Length
| Max length | 9 |
|---|---|
| Median length | 4 |
| Mean length | 4.9703333 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Fair |
|---|---|
| 2nd row | Good |
| 3rd row | Good |
| 4th row | Excellent |
| 5th row | Excellent |
Common Values
| Value | Count | Frequency (%) |
| Good | 6133 | |
| Fair | 4434 | |
| Excellent | 2911 | |
| Poor | 1522 | 10.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| good | 6133 | |
| fair | 4434 | |
| excellent | 2911 | |
| poor | 1522 | 10.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 15310 | |
| G | 6133 | |
| d | 6133 | |
| r | 5956 | 8.0% |
| e | 5822 | 7.8% |
| l | 5822 | 7.8% |
| F | 4434 | 5.9% |
| i | 4434 | 5.9% |
| a | 4434 | 5.9% |
| x | 2911 | 3.9% |
| Other values (5) | 13166 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 74555 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 15310 | |
| G | 6133 | |
| d | 6133 | |
| r | 5956 | 8.0% |
| e | 5822 | 7.8% |
| l | 5822 | 7.8% |
| F | 4434 | 5.9% |
| i | 4434 | 5.9% |
| a | 4434 | 5.9% |
| x | 2911 | 3.9% |
| Other values (5) | 13166 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 74555 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 15310 | |
| G | 6133 | |
| d | 6133 | |
| r | 5956 | 8.0% |
| e | 5822 | 7.8% |
| l | 5822 | 7.8% |
| F | 4434 | 5.9% |
| i | 4434 | 5.9% |
| a | 4434 | 5.9% |
| x | 2911 | 3.9% |
| Other values (5) | 13166 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 74555 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 15310 | |
| G | 6133 | |
| d | 6133 | |
| r | 5956 | 8.0% |
| e | 5822 | 7.8% |
| l | 5822 | 7.8% |
| F | 4434 | 5.9% |
| i | 4434 | 5.9% |
| a | 4434 | 5.9% |
| x | 2911 | 3.9% |
| Other values (5) | 13166 |
clinical_note
Text
| Distinct | 61 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.3 MiB |
Length
| Max length | 57 |
|---|---|
| Median length | 55 |
| Mean length | 41.2404 |
| Min length | 31 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Patient reports feeling severe with a pain level of 8. |
|---|---|
| 2nd row | Complains of severe fatigue and no nausea. |
| 3rd row | Noted elevated stress. Sleep was good. |
| 4th row | No major complaints. Sleep quality: Excellent. |
| 5th row | No major complaints. Sleep quality: Excellent. |
| Value | Count | Frequency (%) |
| sleep | 6029 | 6.1% |
| of | 5985 | 6.0% |
| feeling | 5969 | 6.0% |
| patient | 5969 | 6.0% |
| no | 5430 | 5.5% |
| elevated | 3015 | 3.0% |
| noted | 3015 | 3.0% |
| stress | 3015 | 3.0% |
| was | 3015 | 3.0% |
| quality | 3014 | 3.0% |
| Other values (33) | 54506 |
Most occurring characters
| Value | Count | Frequency (%) |
| 83962 | ||
| e | 78442 | |
| a | 48011 | 7.8% |
| l | 46689 | 7.5% |
| t | 38329 | 6.2% |
| n | 36961 | 6.0% |
| o | 35486 | 5.7% |
| i | 34174 | 5.5% |
| s | 25283 | 4.1% |
| . | 21029 | 3.4% |
| Other values (33) | 170240 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 618606 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 83962 | ||
| e | 78442 | |
| a | 48011 | 7.8% |
| l | 46689 | 7.5% |
| t | 38329 | 6.2% |
| n | 36961 | 6.0% |
| o | 35486 | 5.7% |
| i | 34174 | 5.5% |
| s | 25283 | 4.1% |
| . | 21029 | 3.4% |
| Other values (33) | 170240 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 618606 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 83962 | ||
| e | 78442 | |
| a | 48011 | 7.8% |
| l | 46689 | 7.5% |
| t | 38329 | 6.2% |
| n | 36961 | 6.0% |
| o | 35486 | 5.7% |
| i | 34174 | 5.5% |
| s | 25283 | 4.1% |
| . | 21029 | 3.4% |
| Other values (33) | 170240 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 618606 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 83962 | ||
| e | 78442 | |
| a | 48011 | 7.8% |
| l | 46689 | 7.5% |
| t | 38329 | 6.2% |
| n | 36961 | 6.0% |
| o | 35486 | 5.7% |
| i | 34174 | 5.5% |
| s | 25283 | 4.1% |
| . | 21029 | 3.4% |
| Other values (33) | 170240 |
Interactions
Correlations
| blood_glucose | diastolic_bp | fatigue_level | heart_rate | nausea | oxygen_saturation | pain_level | patient_id | sleep_quality | systolic_bp | temperature | weight | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| blood_glucose | 1.000 | -0.021 | 0.000 | -0.008 | 0.027 | 0.002 | 0.005 | 0.010 | 0.000 | -0.006 | -0.018 | -0.007 |
| diastolic_bp | -0.021 | 1.000 | 0.000 | 0.004 | 0.015 | -0.002 | -0.016 | 0.013 | 0.000 | 0.011 | -0.006 | 0.000 |
| fatigue_level | 0.000 | 0.000 | 1.000 | 0.000 | 0.004 | 0.000 | 0.015 | 0.000 | 0.009 | 0.000 | 0.013 | 0.005 |
| heart_rate | -0.008 | 0.004 | 0.000 | 1.000 | 0.018 | 0.009 | -0.007 | -0.001 | 0.004 | 0.006 | -0.003 | 0.003 |
| nausea | 0.027 | 0.015 | 0.004 | 0.018 | 1.000 | 0.015 | 0.000 | 0.015 | 0.000 | 0.024 | 0.016 | 0.019 |
| oxygen_saturation | 0.002 | -0.002 | 0.000 | 0.009 | 0.015 | 1.000 | 0.010 | -0.015 | 0.000 | -0.007 | 0.002 | 0.006 |
| pain_level | 0.005 | -0.016 | 0.015 | -0.007 | 0.000 | 0.010 | 1.000 | -0.001 | 0.000 | -0.001 | 0.001 | 0.023 |
| patient_id | 0.010 | 0.013 | 0.000 | -0.001 | 0.015 | -0.015 | -0.001 | 1.000 | 0.000 | 0.010 | -0.018 | 0.007 |
| sleep_quality | 0.000 | 0.000 | 0.009 | 0.004 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.003 | 0.000 | 0.000 |
| systolic_bp | -0.006 | 0.011 | 0.000 | 0.006 | 0.024 | -0.007 | -0.001 | 0.010 | 0.003 | 1.000 | 0.001 | -0.009 |
| temperature | -0.018 | -0.006 | 0.013 | -0.003 | 0.016 | 0.002 | 0.001 | -0.018 | 0.000 | 0.001 | 1.000 | 0.003 |
| weight | -0.007 | 0.000 | 0.005 | 0.003 | 0.019 | 0.006 | 0.023 | 0.007 | 0.000 | -0.009 | 0.003 | 1.000 |
Missing values
Sample
| patient_id | timestamp | oxygen_saturation | heart_rate | temperature | systolic_bp | diastolic_bp | weight | blood_glucose | pain_level | nausea | fatigue_level | sleep_quality | clinical_note | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 2024-03-01 08:00:00 | 99.1 | 89.0 | 37.6 | 109.0 | 93.0 | 46.8 | 119.0 | 8 | No | Severe | Fair | Patient reports feeling severe with a pain level of 8. |
| 1 | 1 | 2024-03-02 08:00:00 | 96.2 | 91.0 | 37.2 | 122.0 | 80.0 | 84.4 | 100.0 | 9 | No | Severe | Good | Complains of severe fatigue and no nausea. |
| 2 | 1 | 2024-03-03 08:00:00 | 100.1 | 70.0 | 37.0 | 131.0 | 72.0 | 80.4 | 111.0 | 3 | Yes | Mild | Good | Noted elevated stress. Sleep was good. |
| 3 | 1 | 2024-03-04 09:00:00 | 97.3 | 54.0 | 37.0 | 105.0 | 89.0 | NaN | 132.0 | 10 | No | Moderate | Excellent | No major complaints. Sleep quality: Excellent. |
| 4 | 1 | 2024-03-05 09:00:00 | 95.7 | 65.0 | 36.6 | 112.0 | 85.0 | 62.0 | 103.0 | 7 | No | Moderate | Excellent | No major complaints. Sleep quality: Excellent. |
| 5 | 1 | 2024-03-06 06:00:00 | 96.0 | 82.0 | 37.5 | 110.0 | 78.0 | 65.6 | 68.0 | 0 | No | NaN | Excellent | Patient feeling generally well. |
| 6 | 1 | 2024-03-07 08:00:00 | 95.7 | 61.0 | 36.9 | 127.0 | 68.0 | 66.8 | 100.0 | 10 | No | Severe | Good | Patient reports feeling severe with a pain level of 10. |
| 7 | 1 | 2024-03-08 08:00:00 | 97.7 | 78.0 | NaN | 122.0 | 73.0 | 68.6 | 112.0 | 10 | No | NaN | Good | No major complaints. Sleep quality: Good. |
| 8 | 1 | 2024-03-09 09:00:00 | 96.0 | 80.0 | 36.7 | 120.0 | 75.0 | 78.6 | 92.0 | 4 | No | Severe | Good | Complains of severe fatigue and no nausea. |
| 9 | 1 | 2024-03-10 07:00:00 | 96.5 | 68.0 | 37.1 | 126.0 | NaN | 74.3 | 102.0 | 4 | No | Mild | Excellent | Complains of mild fatigue and no nausea. |
| patient_id | timestamp | oxygen_saturation | heart_rate | temperature | systolic_bp | diastolic_bp | weight | blood_glucose | pain_level | nausea | fatigue_level | sleep_quality | clinical_note | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14990 | 500 | 2024-03-21 08:00:00 | 96.5 | 73.0 | 36.9 | 110.0 | NaN | NaN | 78.0 | 0 | No | Mild | Good | Complains of mild fatigue and no nausea. |
| 14991 | 500 | 2024-03-22 09:00:00 | 97.6 | 81.0 | 37.1 | 124.0 | 89.0 | 59.9 | 83.0 | 0 | No | NaN | Good | Patient reports feeling none with a pain level of 0. |
| 14992 | 500 | 2024-03-23 09:00:00 | 97.7 | 70.0 | 36.5 | 120.0 | 74.0 | 72.6 | 122.0 | 1 | No | Severe | Good | Patient feeling generally well. |
| 14993 | 500 | 2024-03-24 06:00:00 | 96.3 | 82.0 | 36.8 | 129.0 | 90.0 | 72.8 | 103.0 | 6 | No | Moderate | Excellent | Patient feeling generally well. |
| 14994 | 500 | 2024-03-25 08:00:00 | 97.2 | 82.0 | 36.7 | 146.0 | 79.0 | 72.4 | 103.0 | 7 | No | Mild | Fair | Complains of mild fatigue and no nausea. |
| 14995 | 500 | 2024-03-26 07:00:00 | 95.0 | 63.0 | 37.0 | 113.0 | NaN | 37.2 | 133.0 | 5 | Yes | Mild | Good | No major complaints. Sleep quality: Good. |
| 14996 | 500 | 2024-03-27 10:00:00 | 99.0 | 66.0 | 37.5 | 125.0 | 71.0 | 70.0 | 80.0 | 0 | No | Moderate | Excellent | Complains of moderate fatigue and no nausea. |
| 14997 | 500 | 2024-03-28 08:00:00 | 96.2 | 61.0 | 37.6 | 110.0 | 81.0 | 63.5 | 93.0 | 4 | No | NaN | Fair | Patient reports feeling none with a pain level of 4. |
| 14998 | 500 | 2024-03-29 09:00:00 | 96.6 | NaN | 36.4 | 108.0 | 80.0 | 49.4 | 97.0 | 5 | No | NaN | Good | Noted elevated stress. Sleep was good. |
| 14999 | 500 | 2024-03-30 08:00:00 | 95.8 | 55.0 | 37.0 | 126.0 | 66.0 | 56.6 | 93.0 | 0 | No | NaN | Poor | Noted elevated stress. Sleep was poor. |